Individual Game Analysis
1 Game Profile
1.1 Estimated Outcomes on BGG
This table displays the selected game’s current values on four BGG outcomes (UsersRated, Average, GeekRating, Weight) along with my predictive model(s) estimated values for where these games are likely to end up.
Published | ID | Name | Type | UserRatings | Average | GeekRating | Weight |
2022 | Current | 371 | 7.82 | 5.83 | 3.16 | ||
Estimated | 1,500 | 7.83 | 6.56 | 3.23 |
To see more information about the game on boardgamegeek, click on the game’s ID or Name to go straight to the game’s profile page.
1.2 Game Description
Description |
Designed by Stan Kordonskiy (Dice Hospital, Rurik, Lock Up), developed by Jonny Pac (Coloma, Sierra West, Lions of Lydia), solo mode by Drake Villareal (Solani, Spook Manor), and illustrated by The Mico (Raiders of the North Sea, Paladins of the West Kingdom, Valeria), Endless Winter: Paleoamericans takes place in North America, around 10,000 BCE. Players guide the development of their tribes across several generations—from nomadic hunter-gatherers to prosperous tribal societies. Over the course of the game, tribes migrate and settle new lands, establish cultural traditions, hunt paleolithic megafauna, and build everlasting megalithic structures. |
1.3 Game Information
Information on the game’s designers, artists, families, mechanics and categories from BGG.
Published | ID | Name | Publisher(s) | Designer(s) | Artist(s) | Categories | Families | Mechanics |
2022 | Fantasia Games | Stan Kordonskiy | Mihajlo Dimitrievski | Prehistoric | Components: Control Boards | Area Majority / Influence | ||
Broadway Toys LTD | Yoma | Territory Building | Components: Official Music Soundtrack | Deck, Bag, and Pool Building | ||||
Frosted Games | Crowdfunding: Kickstarter | End Game Bonuses | ||||||
GaGa Games | Mechanism: Tableau Building | Hand Management | ||||||
Galakta | Theme: Native Americans / First Peoples | Modular Board | ||||||
Gém Klub Kft. | Set Collection | |||||||
Guf Studios | Solo / Solitaire Game | |||||||
Little Rocket Games | Worker Placement | |||||||
Mandoo Games | ||||||||
Matagot | ||||||||
Pegasus Spiele | ||||||||
TCG Factory | ||||||||
TLAMA games | ||||||||
White Goblin Games | ||||||||
Ігромаг | ||||||||
For the full profile of the selected game, click on the links in the table or go to https://boardgamegeek.com/boardgame/305096
1.4 Explaining Predictions
For each of the predictions above, I used models that were trained on historical boardgamegeek data in order to predict the selected game. How did the model(s) arrive at their predictions? The following plot displays Shapley values to indicate what features were most influential for the model’s predictions. Anything in blue increased the model’s predictions, anything in red decreased the model’s predictions.
2 Finding Similar Games
What games are similar to Endless Winter: Paleoamericans? I compare the selected game to every other game on boardgamegeek based on its mechanics, playing time, complexity, and game type. The tables below display the games which had the most similar data to Endless Winter: Paleoamericans. The reported similarity is the cosine similarity between the selected game and all other games published before 2021.
This similarity score ranges from -1 to 1, where similarity of 1 indicates that games are exactly identical (a game will have a score of 1 with itself).
Note: This analysis does not look at a game’s ratings on BGG, publisher, artist, or designer - it focuses on finding similar games based on how they play, not how they are rated or by their theme.
2.1 Most Similar Games
The table below displays games with the most similar data to Endless Winter: Paleoamericans. Click on a game’s ID or Name to go straight to its profile on boardgamegeek.
Rank | Published | ID | Name | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 1.00 | 5.83 | 7.82 | 3.23 | 371 | ||
1 | 2012 | 0.92 | 6.60 | 7.13 | 3.87 | 3,791 | ||
2 | 2020 | 0.92 | 7.16 | 8.05 | 3.31 | 3,392 | ||
3 | 2018 | 0.91 | 6.75 | 7.61 | 4.08 | 2,723 | ||
4 | 2020 | 0.90 | 7.27 | 8.26 | 3.23 | 3,532 | ||
5 | 2020 | 0.90 | 8.03 | 8.33 | 2.99 | 19,661 | ||
6 | 2020 | 0.89 | 7.87 | 8.12 | 2.88 | 22,077 | ||
7 | 2011 | 0.89 | 5.93 | 6.90 | 3.69 | 789 | ||
8 | 2007 | 0.88 | 7.80 | 7.92 | 3.64 | 67,211 | ||
9 | 2018 | 0.88 | 5.94 | 7.62 | 4.57 | 465 | ||
10 | 2019 | 0.88 | 7.67 | 8.03 | 3.70 | 12,278 | ||
11 | 2019 | 0.88 | 5.60 | 7.00 | 2.83 | 172 | ||
12 | 2011 | 0.87 | 6.83 | 7.23 | 3.05 | 6,148 | ||
13 | 2017 | 0.87 | 7.69 | 8.20 | 4.57 | 8,307 | ||
14 | 2014 | 0.86 | 5.54 | 6.41 | 3.00 | 86 | ||
15 | 2020 | 0.86 | 6.57 | 7.68 | 2.89 | 1,932 | ||
16 | 2017 | 0.86 | 6.54 | 7.52 | 3.61 | 1,944 | ||
17 | 2016 | 0.86 | 7.11 | 7.64 | 2.91 | 5,907 | ||
18 | 2015 | 0.86 | 6.01 | 6.86 | 3.20 | 1,089 | ||
19 | 2016 | 0.85 | 7.62 | 7.99 | 3.49 | 12,612 | ||
20 | 2016 | 0.85 | 7.47 | 8.16 | 4.06 | 5,221 | ||
21 | 2013 | 0.85 | 7.21 | 7.59 | 3.09 | 8,172 | ||
22 | 2018 | Tierra y Libertad: The Mexican Revolution Game (Second Edition) | 0.85 | 5.53 | 7.32 | 2.75 | 45 | |
23 | 2018 | 0.85 | 7.18 | 7.77 | 3.34 | 6,356 | ||
24 | 2018 | 0.84 | 5.82 | 7.39 | 3.58 | 351 | ||
25 | 2020 | 0.84 | 7.72 | 8.25 | 4.65 | 8,527 |
Click on the ID or Name for any game to go its profile page on boardgamegeek.
2.2 Most Similar, Highly Rated Games
What games are similar to Endless Winter: Paleoamericans while also being highly rated by the boardgamegeek community? In this table I multiply every neighboring game’s similarity score by its GeekRating. The resulting score is an attempt to balance these two quantities.
Rank | Published | ID | Name | Score | Similarity | GeekRating | Average | Weight | UserRatings |
-- | 2022 | 5.83 | 1.00 | 5.83 | 7.82 | 3.23 | 371 | ||
1 | 2020 | 7.20 | 0.90 | 8.03 | 8.33 | 2.99 | 19,661 | ||
2 | 2020 | 7.02 | 0.89 | 7.87 | 8.12 | 2.88 | 22,077 | ||
3 | 2007 | 6.89 | 0.88 | 7.80 | 7.92 | 3.64 | 67,211 | ||
4 | 2019 | 6.73 | 0.88 | 7.67 | 8.03 | 3.70 | 12,278 | ||
5 | 2017 | 6.66 | 0.87 | 7.69 | 8.20 | 4.57 | 8,307 | ||
6 | 2020 | 6.60 | 0.92 | 7.16 | 8.05 | 3.31 | 3,392 | ||
7 | 2020 | 6.53 | 0.90 | 7.27 | 8.26 | 3.23 | 3,532 | ||
8 | 2016 | 6.50 | 0.85 | 7.62 | 7.99 | 3.49 | 12,612 | ||
9 | 2020 | 6.50 | 0.84 | 7.72 | 8.25 | 4.65 | 8,527 | ||
10 | 2017 | 6.43 | 0.83 | 7.76 | 8.11 | 4.01 | 14,007 | ||
11 | 2008 | 6.39 | 0.83 | 7.71 | 7.87 | 3.73 | 28,641 | ||
12 | 2016 | 6.36 | 0.85 | 7.47 | 8.16 | 4.06 | 5,221 | ||
13 | 2016 | 6.28 | 0.83 | 7.53 | 7.88 | 3.30 | 11,296 | ||
14 | 2018 | 6.17 | 0.81 | 7.58 | 7.80 | 2.76 | 21,987 | ||
15 | 2020 | 6.17 | 0.84 | 7.38 | 7.96 | 3.44 | 6,234 | ||
16 | 2015 | 6.15 | 0.78 | 7.89 | 8.05 | 2.89 | 37,107 | ||
17 | 2013 | 6.13 | 0.85 | 7.21 | 7.59 | 3.09 | 8,172 | ||
18 | 2018 | 6.12 | 0.91 | 6.75 | 7.61 | 4.08 | 2,723 | ||
19 | 2018 | 6.11 | 0.78 | 7.88 | 8.09 | 2.81 | 32,930 | ||
20 | 2019 | 6.11 | 0.82 | 7.47 | 7.77 | 2.15 | 14,957 | ||
21 | 2012 | 6.10 | 0.92 | 6.60 | 7.13 | 3.87 | 3,791 | ||
22 | 2016 | 6.10 | 0.86 | 7.11 | 7.64 | 2.91 | 5,907 | ||
23 | 2018 | 6.07 | 0.85 | 7.18 | 7.77 | 3.34 | 6,356 | ||
24 | 2018 | 6.03 | 0.81 | 7.41 | 8.35 | 3.15 | 3,968 | ||
25 | 2011 | 5.97 | 0.87 | 6.83 | 7.23 | 3.05 | 6,148 |
2.3 Why Are Games Considered Similar?
I first ran a dimension reduction method (PCA) to identify the main points of variation for games on BGG. The first 25 components explained roughly 50% of the overall variation in the dataset, so I computed the cosine similarity between every game’s score on these 25 components.
2.3.1 Plotting All Games
The following plot shows every game on BGG plotted on the first two principal components of variation. I then highlight where the selected game and its nearest neighbors fall on these first two components.
2.3.2 Game Profiles
Similarity scores are based on 25 principal components - the next table displays the selected game and its neighbors profiles on each of these components.
2.3.3 Examining Components
What are these components? The following plot shows which features contribute the most to each component.
